{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 寻找最优参数C和gamma\n",
    "## 数据集：data/ex6data3.mat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.io as sio\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat = sio.loadmat('data/ex6data3.mat')\n",
    "X, y = mat['X'], mat['y']\n",
    "Xval, yval = mat['Xval'], mat['yval']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data():\n",
    "    plt.scatter(X[:,0],X[:,1],c = y.flatten(), cmap ='jet')\n",
    "    plt.xlabel('x1')\n",
    "    plt.ylabel('y1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " plot_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "Cvalues = [3, 10, 30, 100,0.01, 0.03, 0.1, 0.3,1 ]  #9\n",
    "gammas =  [1 ,3, 10, 30, 100,0.01, 0.03, 0.1, 0.3]  #9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.965 (3, 30)\n"
     ]
    }
   ],
   "source": [
    "best_score = 0\n",
    "best_params = (0,0)\n",
    "\n",
    "for c in Cvalues:\n",
    "    for gamma in gammas:\n",
    "        svc = SVC(C=c,kernel='rbf',gamma=gamma)\n",
    "        svc.fit(X,y.flatten())\n",
    "        score = svc.score(Xval,yval.flatten())\n",
    "        if score > best_score:\n",
    "            best_score = score\n",
    "            best_params = (c,gamma)\n",
    "print(best_score,best_params)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=0.3, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma=100, kernel='rbf',\n",
       "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "  tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc2 = SVC(C=0.3,kernel='rbf',gamma=100)\n",
    "svc2.fit(X,y.flatten())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_boundary(model):\n",
    "    x_min,x_max = -0.6,0.4\n",
    "    y_min,y_max = -0.7,0.6\n",
    "    xx,yy = np.meshgrid(np.linspace(x_min,x_max,500),\n",
    "                       np.linspace(y_min,y_max,500))\n",
    "    z = model.predict(np.c_[xx.flatten(),yy.flatten()])\n",
    "    \n",
    "    zz = z.reshape(xx.shape)\n",
    "    plt.contour(xx,yy,zz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boundary(svc2)\n",
    "plot_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
